One vertex per element, one color per generator, with an edge from x to x·s.
(2,4)(5,6,8,10)(7,9,11,12)(13,14)(15,23)(16,27)(17,30)(18,21)(19,25)(20,29)(22,31)(24,37)(26,36)(28,34)(32,44)(33,40)(35,39)(38,41)(42,43)(5,7)(6,9)(8,11)(10,12)(13,15,17,25,18,26,31,40)(14,19,22,23,21,33,30,36)(16,24,28,38,29,39,43,44)(20,32,34,35,27,41,42,37)(7,11)(9,12)(13,16,17,28,18,29,31,43)(14,20,22,34,21,27,30,42)(15,24,25,38,26,39,40,44)(19,32,23,35,33,41,36,37)(1,2,3,4)(14,21)(19,33)(20,27)(22,30)(23,36)(32,41)(34,42)(35,37)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.